Retrieval

Benchmarks

Dataset Name	SOTA Method	Metric
MS MARCO (dev)	ERNIE-Search	MRR@100.401	84	1mo ago
TREC DL 2019	SPLADE-v3-DistilBERT	NDCG@1075.2	83	1mo ago
Flickr2.4M (test)	QCQC (Blip2)	Ave Aes5.266	72	1mo ago
MS-COCO	QCQC (Ours)	Ave Aes5.109	72	1mo ago
Natural Questions (test)	CoopRAG	Top-5 Recall92.1	62	1mo ago
MS MARCO v1	Double-encoder - Seismic (Half-precision)	Retrieval Latency (ms)0.5	57	1mo ago
TREC-DL aggregate (test)		NDCG@1057.52	38	1mo ago
HotpotQA	QRRanker-4B	R@596.9	36	4d ago
Economic	Poi.-RAG	NDCG@250.242	35	1mo ago
MLDR (test)	LMK	NDCG@1035	34	1mo ago
THINGS-EEG 200-way zero-shot retrieval (Intra-Subject)	Shallow Alignment	Top-1 Accuracy (Sub1)94.3	31	1mo ago
CLERC	BGE-M3	R@10.806	30	24d ago
COLIEE	E5-base	Recall@19.3	30	24d ago
THINGS-EEG 200-way zero-shot retrieval (Inter-Subject)	Shallow Alignment	Sub1 Acc53.2	28	1mo ago
QAMPARI N=1000 (test)	Retrieve-Verify-Retrieve (FT (Di) + FT (Dr))	MRecall@10033.7	27	1mo ago
ChunQiuTR official (test)	CTD Qwen3-Embed-0.6B	R@159.23	25	9d ago
CommonsenseQA		Accuracy86.81	25	1mo ago
ARC Challenge		Accuracy93.34	25	1mo ago
BRIDGE (test)		Hit@1087	25	1mo ago
XTREME-UP	gemini-embedding-001	MRR@1064.3	23	1mo ago
2WikiMultiHopQA v1 (test)	Gfm-Retriever	R@2E85	21	1mo ago
MuSiQue v1 (test)	Gfm-Retriever	R@2E33.1	21	1mo ago
HotpotQA v1 (test)	Gfm-Retriever	R@2E65.9	21	1mo ago
Caltech-UCSD Birds-200 (CUB) 2011 (test)	LFM+Ortho	MRR0.34	21	1mo ago
STaRK PRIME Synthetic	mFAR	Recall@2068.3	20	1mo ago

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